Cleaned Data EDA Report

Brought to you by YData

Dataset statistics

Number of variables	9
Number of observations	768
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	54.1 KiB
Average record size in memory	72.2 B

Variable types

Numeric	8
Categorical	1

Alerts

`Age` is highly overall correlated with `Pregnancies`	High correlation
`BMI` is highly overall correlated with `SkinThickness`	High correlation
`Pregnancies` is highly overall correlated with `Age`	High correlation
`SkinThickness` is highly overall correlated with `BMI`	High correlation

Reproduction

Analysis started	2025-06-20 20:01:59.889770
Analysis finished	2025-06-20 20:02:04.466055
Duration	4.58 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Pregnancies
Real number (ℝ)

High correlation

Distinct	17
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4946728

Minimum	1
Maximum	17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4.4946728
Q3	6
95-th percentile	10
Maximum	17
Range	16
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.9753948
Coefficient of variation (CV)	0.66198253
Kurtosis	0.66677292
Mean	4.4946728
Median Absolute Deviation (MAD)	2.4946728
Skewness	0.95710582
Sum	3451.9087
Variance	8.8529744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
1	135	17.6%
4.494672755	111	14.5%
2	103	13.4%
3	75	9.8%
4	68	8.9%
5	57	7.4%
6	50	6.5%
7	45	5.9%
8	38	4.9%
9	28	3.6%
Other values (7)	58	7.6%

Value	Count	Frequency (%)
1	135	17.6%
2	103	13.4%
3	75	9.8%
4	68	8.9%
4.494672755	111	14.5%
5	57	7.4%
6	50	6.5%
7	45	5.9%
8	38	4.9%
9	28	3.6%

Value	Count	Frequency (%)
17	1	0.1%
15	1	0.1%
14	2	0.3%
13	10	1.3%
12	9	1.2%
11	11	1.4%
10	24	3.1%
9	28	3.6%
8	38	4.9%
7	45	5.9%

Glucose
Real number (ℝ)

Distinct	136
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	121.68676

Minimum	44
Maximum	199
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	44
5-th percentile	80
Q1	99.75
median	117
Q3	140.25
95-th percentile	181
Maximum	199
Range	155
Interquartile range (IQR)	40.5

Descriptive statistics

Standard deviation	30.435949
Coefficient of variation (CV)	0.25011717
Kurtosis	-0.2591586
Mean	121.68676
Median Absolute Deviation (MAD)	20
Skewness	0.53271866
Sum	93455.434
Variance	926.34698
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	17	2.2%
100	17	2.2%
111	14	1.8%
125	14	1.8%
129	14	1.8%
106	14	1.8%
102	13	1.7%
105	13	1.7%
112	13	1.7%
95	13	1.7%
Other values (126)	626	81.5%

Value	Count	Frequency (%)
44	1	0.1%
56	1	0.1%
57	2	0.3%
61	1	0.1%
62	1	0.1%
65	1	0.1%
67	1	0.1%
68	3	0.4%
71	4	0.5%
72	1	0.1%

Value	Count	Frequency (%)
199	1	0.1%
198	1	0.1%
197	4	0.5%
196	3	0.4%
195	2	0.3%
194	3	0.4%
193	2	0.3%
191	1	0.1%
190	1	0.1%
189	4	0.5%

BloodPressure
Real number (ℝ)

Distinct	47
Distinct (%)	6.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.405184

Minimum	24
Maximum	122
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	24
5-th percentile	52
Q1	64
median	72.202592
Q3	80
95-th percentile	90
Maximum	122
Range	98
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	12.096346
Coefficient of variation (CV)	0.16706464
Kurtosis	1.0977837
Mean	72.405184
Median Absolute Deviation (MAD)	7.7974079
Skewness	0.13730537
Sum	55607.181
Variance	146.32159
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
70	57	7.4%
74	52	6.8%
78	45	5.9%
68	45	5.9%
72	44	5.7%
64	43	5.6%
80	40	5.2%
76	39	5.1%
60	37	4.8%
72.40518417	35	4.6%
Other values (37)	331	43.1%

Value	Count	Frequency (%)
24	1	0.1%
30	2	0.3%
38	1	0.1%
40	1	0.1%
44	4	0.5%
46	2	0.3%
48	5	0.7%
50	13	1.7%
52	11	1.4%
54	11	1.4%

Value	Count	Frequency (%)
122	1	0.1%
114	1	0.1%
110	3	0.4%
108	2	0.3%
106	3	0.4%
104	2	0.3%
102	1	0.1%
100	3	0.4%
98	3	0.4%
96	4	0.5%

SkinThickness
Real number (ℝ)

High correlation

Distinct	51
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.15342

Minimum	7
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	7
5-th percentile	14.35
Q1	25
median	29.15342
Q3	32
95-th percentile	44
Maximum	99
Range	92
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	8.7909419
Coefficient of variation (CV)	0.30154068
Kurtosis	5.4148455
Mean	29.15342
Median Absolute Deviation (MAD)	3.8465804
Skewness	0.82217314
Sum	22389.826
Variance	77.28066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.15341959	227	29.6%
32	31	4.0%
30	27	3.5%
27	23	3.0%
23	22	2.9%
18	20	2.6%
33	20	2.6%
28	20	2.6%
31	19	2.5%
39	18	2.3%
Other values (41)	341	44.4%

Value	Count	Frequency (%)
7	2	0.3%
8	2	0.3%
10	5	0.7%
11	6	0.8%
12	7	0.9%
13	11	1.4%
14	6	0.8%
15	14	1.8%
16	6	0.8%
17	14	1.8%

Value	Count	Frequency (%)
99	1	0.1%
63	1	0.1%
60	1	0.1%
56	1	0.1%
54	2	0.3%
52	2	0.3%
51	1	0.1%
50	3	0.4%
49	3	0.4%
48	4	0.5%

Insulin
Real number (ℝ)

Distinct	186
Distinct (%)	24.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	155.54822

Minimum	14
Maximum	846
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	14
5-th percentile	50
Q1	121.5
median	155.54822
Q3	155.54822
95-th percentile	293
Maximum	846
Range	832
Interquartile range (IQR)	34.048223

Descriptive statistics

Standard deviation	85.021108
Coefficient of variation (CV)	0.54659003
Kurtosis	15.185233
Mean	155.54822
Median Absolute Deviation (MAD)	3.5
Skewness	3.0190837
Sum	119461.04
Variance	7228.5888
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
155.5482234	374	48.7%
105	11	1.4%
130	9	1.2%
140	9	1.2%
120	8	1.0%
94	7	0.9%
180	7	0.9%
100	7	0.9%
110	6	0.8%
115	6	0.8%
Other values (176)	324	42.2%

Value	Count	Frequency (%)
14	1	0.1%
15	1	0.1%
16	1	0.1%
18	2	0.3%
22	1	0.1%
23	2	0.3%
25	1	0.1%
29	1	0.1%
32	1	0.1%
36	3	0.4%

Value	Count	Frequency (%)
846	1	0.1%
744	1	0.1%
680	1	0.1%
600	1	0.1%
579	1	0.1%
545	1	0.1%
543	1	0.1%
540	1	0.1%
510	1	0.1%
495	2	0.3%

BMI
Real number (ℝ)

High correlation

Distinct	248
Distinct (%)	32.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.457464

Minimum	18.2
Maximum	67.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	18.2
5-th percentile	22.235
Q1	27.5
median	32.4
Q3	36.6
95-th percentile	44.395
Maximum	67.1
Range	48.9
Interquartile range (IQR)	9.1

Descriptive statistics

Standard deviation	6.8751513
Coefficient of variation (CV)	0.21182035
Kurtosis	0.91949026
Mean	32.457464
Median Absolute Deviation (MAD)	4.6
Skewness	0.59825266
Sum	24927.332
Variance	47.267706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	13	1.7%
31.6	12	1.6%
31.2	12	1.6%
32.45746367	11	1.4%
32.4	10	1.3%
33.3	10	1.3%
32.9	9	1.2%
30.1	9	1.2%
30.8	9	1.2%
32.8	9	1.2%
Other values (238)	664	86.5%

Value	Count	Frequency (%)
18.2	3	0.4%
18.4	1	0.1%
19.1	1	0.1%
19.3	1	0.1%
19.4	1	0.1%
19.5	2	0.3%
19.6	3	0.4%
19.9	1	0.1%
20	1	0.1%
20.1	1	0.1%

Value	Count	Frequency (%)
67.1	1	0.1%
59.4	1	0.1%
57.3	1	0.1%
55	1	0.1%
53.2	1	0.1%
52.9	1	0.1%
52.3	2	0.3%
50	1	0.1%
49.7	1	0.1%
49.6	1	0.1%

DiabetesPedigreeFunction
Real number (ℝ)

Distinct	517
Distinct (%)	67.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4718763

Minimum	0.078
Maximum	2.42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	0.078
5-th percentile	0.14035
Q1	0.24375
median	0.3725
Q3	0.62625
95-th percentile	1.13285
Maximum	2.42
Range	2.342
Interquartile range (IQR)	0.3825

Descriptive statistics

Standard deviation	0.3313286
Coefficient of variation (CV)	0.70215138
Kurtosis	5.5949535
Mean	0.4718763
Median Absolute Deviation (MAD)	0.1675
Skewness	1.9199111
Sum	362.401
Variance	0.10977864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.258	6	0.8%
0.254	6	0.8%
0.207	5	0.7%
0.261	5	0.7%
0.259	5	0.7%
0.238	5	0.7%
0.268	5	0.7%
0.27	4	0.5%
0.263	4	0.5%
0.304	4	0.5%
Other values (507)	719	93.6%

Value	Count	Frequency (%)
0.078	1	0.1%
0.084	1	0.1%
0.085	2	0.3%
0.088	2	0.3%
0.089	1	0.1%
0.092	1	0.1%
0.096	1	0.1%
0.1	1	0.1%
0.101	1	0.1%
0.102	1	0.1%

Value	Count	Frequency (%)
2.42	1	0.1%
2.329	1	0.1%
2.288	1	0.1%
2.137	1	0.1%
1.893	1	0.1%
1.781	1	0.1%
1.731	1	0.1%
1.699	1	0.1%
1.698	1	0.1%
1.6	1	0.1%

Age
Real number (ℝ)

High correlation

Distinct	52
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.240885

Minimum	21
Maximum	81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	21
5-th percentile	21
Q1	24
median	29
Q3	41
95-th percentile	58
Maximum	81
Range	60
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	11.760232
Coefficient of variation (CV)	0.35378816
Kurtosis	0.64315889
Mean	33.240885
Median Absolute Deviation (MAD)	7
Skewness	1.1295967
Sum	25529
Variance	138.30305
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22	72	9.4%
21	63	8.2%
25	48	6.2%
24	46	6.0%
23	38	4.9%
28	35	4.6%
26	33	4.3%
27	32	4.2%
29	29	3.8%
31	24	3.1%
Other values (42)	348	45.3%

Value	Count	Frequency (%)
21	63	8.2%
22	72	9.4%
23	38	4.9%
24	46	6.0%
25	48	6.2%
26	33	4.3%
27	32	4.2%
28	35	4.6%
29	29	3.8%
30	21	2.7%

Value	Count	Frequency (%)
81	1	0.1%
72	1	0.1%
70	1	0.1%
69	2	0.3%
68	1	0.1%
67	3	0.4%
66	4	0.5%
65	3	0.4%
64	1	0.1%
63	4	0.5%

Outcome
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	43.6 KiB

0	500
1	268

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	768
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Most occurring characters

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	768	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	768	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	768	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

	Age	BMI	BloodPressure	DiabetesPedigreeFunction	Glucose	Insulin	Outcome	Pregnancies	SkinThickness
Age	1.000	0.120	0.364	0.043	0.281	0.199	0.314	0.563	0.184
BMI	0.120	1.000	0.290	0.134	0.225	0.172	0.314	0.122	0.545
BloodPressure	0.364	0.290	1.000	0.008	0.242	0.107	0.148	0.275	0.204
DiabetesPedigreeFunction	0.043	0.134	0.008	1.000	0.090	0.048	0.173	-0.020	0.051
Glucose	0.281	0.225	0.242	0.090	1.000	0.402	0.479	0.180	0.186
Insulin	0.199	0.172	0.107	0.048	0.402	1.000	0.252	0.140	0.190
Outcome	0.314	0.314	0.148	0.173	0.479	0.252	1.000	0.251	0.213
Pregnancies	0.563	0.122	0.275	-0.020	0.180	0.140	0.251	1.000	0.174
SkinThickness	0.184	0.545	0.204	0.051	0.186	0.190	0.213	0.174	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Pregnancies	Glucose	BloodPressure	SkinThickness	Insulin	BMI	DiabetesPedigreeFunction	Age	Outcome
0	6.000000	148.0	72.000000	35.00000	155.548223	33.600000	0.627	50	1
1	1.000000	85.0	66.000000	29.00000	155.548223	26.600000	0.351	31	0
2	8.000000	183.0	64.000000	29.15342	155.548223	23.300000	0.672	32	1
3	1.000000	89.0	66.000000	23.00000	94.000000	28.100000	0.167	21	0
4	4.494673	137.0	40.000000	35.00000	168.000000	43.100000	2.288	33	1
5	5.000000	116.0	74.000000	29.15342	155.548223	25.600000	0.201	30	0
6	3.000000	78.0	50.000000	32.00000	88.000000	31.000000	0.248	26	1
7	10.000000	115.0	72.405184	29.15342	155.548223	35.300000	0.134	29	0
8	2.000000	197.0	70.000000	45.00000	543.000000	30.500000	0.158	53	1
9	8.000000	125.0	96.000000	29.15342	155.548223	32.457464	0.232	54	1

	Pregnancies	Glucose	BloodPressure	SkinThickness	Insulin	BMI	DiabetesPedigreeFunction	Age	Outcome
758	1.0	106.0	76.0	29.15342	155.548223	37.5	0.197	26	0
759	6.0	190.0	92.0	29.15342	155.548223	35.5	0.278	66	1
760	2.0	88.0	58.0	26.00000	16.000000	28.4	0.766	22	0
761	9.0	170.0	74.0	31.00000	155.548223	44.0	0.403	43	1
762	9.0	89.0	62.0	29.15342	155.548223	22.5	0.142	33	0
763	10.0	101.0	76.0	48.00000	180.000000	32.9	0.171	63	0
764	2.0	122.0	70.0	27.00000	155.548223	36.8	0.340	27	0
765	5.0	121.0	72.0	23.00000	112.000000	26.2	0.245	30	0
766	1.0	126.0	60.0	29.15342	155.548223	30.1	0.349	47	1
767	1.0	93.0	70.0	31.00000	155.548223	30.4	0.315	23	0

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample